Record: YesLevel: GraduateLanguage: ChinesePrerequisite线性代数、实分析、概率论、统计学Abstract统计学习是一种主流机器学习范式,它主张一切机器学习模型都派生自统计模型。介绍统计学习基础知识、常用模型和应用。配合以算法实现、作品展示、论文解读。还会简单讲解统计学习相关计算机语言和包的使用。希望大家在学习过程中有所收获,有所领悟。ReferenceElements of Statistical LearningSyllabusLecturer IntroCongwei...
Description:High-dimensional statistical learning has become an increasingly important research area. In this course, we will provide theoretical foundations of high-dimensional learning for several widely studied problems with many applications. More specifically, we will review concentration inequalities, VC dimension, metric entropy and statistical implications, consider high-dimensional lin...